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Table 4 The rank of linear regression and random forest of seven features

From: Ensemble learning for predicting ex vivo human placental barrier permeability

Feature Coefficient of linear regression Ranking by coefficient Feature importance of random forest Ranking by feature importance Overall ranking
MLFER_BH − 0.035 4 0.133 5 5
AATSC3v − 0.039 3 0.159 3 2
AATSC2i − 0.023 6 0.100 7 7
GATS1s 0.019 7 0.180 1 4
AATSC1c 0.045 2 0.170 2 1
MATS2i 0.072 1 0.101 6 3
GATS5m − 0.029 5 0.157 4 5